Dementia | MANIFOLD Lab

Investigating the Utility of Explainable Artificial Intelligence for Neuroimaging-Based Dementia Diagnosis and Prognosis

Mon, 02 Feb 2026 00:00:00 +0000

Interpretable deep learning for dementia: a systematic review

Fri, 03 Feb 2023 00:00:00 +0000

Interpretable machine learning for dementia: A systematic review

Sun, 01 Jan 2023 00:00:00 +0000

Authors: Sophie A. Martin, Florence J. Townend, Frederik Barkhof, James H. Cole

DOI: https://doi.org/10.1002/alz.12948

AutoML

Mon, 01 Jan 0001 00:00:00 +0000

Using AutoML-Multiverse, we search through pipelines in an unbiased and data-driven manner to select the opimal machine learning pipeline for the task at hand.

BARCODE

Mon, 01 Jan 0001 00:00:00 +0000

Interpretable Dementia Prediction

Mon, 01 Jan 0001 00:00:00 +0000

Developing a generalisable and interpretable framework for dementia prediction.

[1] Rob Matherson, “Model predicts cognitive decline due to Alzheimer’s, up to two years out” MIT News Office (2019) https://news.mit.edu/2019/model-predicts-alzheimers-decline-0802

Normative Modelling

Mon, 01 Jan 0001 00:00:00 +0000

We are applying normative models to dementia patient data, to map the individualised neurobiological fingerprints.